Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 8949 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.7 MiB |
| Average record size in memory | 197.5 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 1 |
balance is highly overall correlated with balance_freq and 5 other fields | High correlation |
balance_freq is highly overall correlated with balance and 2 other fields | High correlation |
purchases is highly overall correlated with one_purchases and 5 other fields | High correlation |
one_purchases is highly overall correlated with purchases and 2 other fields | High correlation |
install_purchases is highly overall correlated with purchases and 3 other fields | High correlation |
cash_adv is highly overall correlated with balance and 3 other fields | High correlation |
purchases_freq is highly overall correlated with purchases and 3 other fields | High correlation |
one_purchases_freq is highly overall correlated with purchases and 3 other fields | High correlation |
purchases_install_freq is highly overall correlated with purchases and 3 other fields | High correlation |
cash_adv_freq is highly overall correlated with balance and 3 other fields | High correlation |
cash_adv_trx is highly overall correlated with balance and 3 other fields | High correlation |
purchases_trx is highly overall correlated with purchases and 5 other fields | High correlation |
min_pay is highly overall correlated with balance and 2 other fields | High correlation |
gross_revenue is highly overall correlated with balance and 5 other fields | High correlation |
one_payment is highly overall correlated with one_purchases_freq | High correlation |
id is uniformly distributed | Uniform |
id has unique values | Unique |
purchases has 2043 (22.8%) zeros | Zeros |
one_purchases has 4301 (48.1%) zeros | Zeros |
install_purchases has 3915 (43.7%) zeros | Zeros |
cash_adv has 4628 (51.7%) zeros | Zeros |
purchases_freq has 2042 (22.8%) zeros | Zeros |
one_purchases_freq has 4301 (48.1%) zeros | Zeros |
purchases_install_freq has 3914 (43.7%) zeros | Zeros |
cash_adv_freq has 4628 (51.7%) zeros | Zeros |
cash_adv_trx has 4628 (51.7%) zeros | Zeros |
purchases_trx has 2043 (22.8%) zeros | Zeros |
payments has 240 (2.7%) zeros | Zeros |
min_pay has 313 (3.5%) zeros | Zeros |
prc_full_pay has 5902 (66.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-22 17:49:32.361842 |
|---|---|
| Analysis finished | 2023-02-22 17:50:28.782347 |
| Duration | 56.42 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 8949 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14599.957 |
| Minimum | 10001 |
|---|---|
| Maximum | 19190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 10001 |
|---|---|
| 5-th percentile | 10464.2 |
| Q1 | 12307 |
| median | 14598 |
| Q3 | 16900 |
| 95-th percentile | 18732.6 |
| Maximum | 19190 |
| Range | 9189 |
| Interquartile range (IQR) | 4593 |
Descriptive statistics
| Standard deviation | 2651.4422 |
|---|---|
| Coefficient of variation (CV) | 0.18160617 |
| Kurtosis | -1.1994295 |
| Mean | 14599.957 |
| Median Absolute Deviation (MAD) | 2297 |
| Skewness | -0.00073549296 |
| Sum | 1.3065502 × 108 |
| Variance | 7030145.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 10001 | 1 | < 0.1% |
| 16136 | 1 | < 0.1% |
| 16130 | 1 | < 0.1% |
| 16131 | 1 | < 0.1% |
| 16132 | 1 | < 0.1% |
| 16133 | 1 | < 0.1% |
| 16134 | 1 | < 0.1% |
| 16135 | 1 | < 0.1% |
| 16137 | 1 | < 0.1% |
| 16145 | 1 | < 0.1% |
| Other values (8939) | 8939 |
| Value | Count | Frequency (%) |
| 10001 | 1 | |
| 10002 | 1 | |
| 10003 | 1 | |
| 10004 | 1 | |
| 10005 | 1 | |
| 10006 | 1 | |
| 10007 | 1 | |
| 10008 | 1 | |
| 10009 | 1 | |
| 10010 | 1 |
| Value | Count | Frequency (%) |
| 19190 | 1 | |
| 19189 | 1 | |
| 19188 | 1 | |
| 19187 | 1 | |
| 19186 | 1 | |
| 19185 | 1 | |
| 19184 | 1 | |
| 19183 | 1 | |
| 19182 | 1 | |
| 19181 | 1 |
balance
Real number (ℝ)
| Distinct | 8870 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1564.6476 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 80 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.8139652 |
| Q1 | 128.36578 |
| median | 873.68028 |
| Q3 | 2054.3728 |
| 95-th percentile | 5909.3779 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 1926.0071 |
Descriptive statistics
| Standard deviation | 2081.584 |
|---|---|
| Coefficient of variation (CV) | 1.3303852 |
| Kurtosis | 7.6740465 |
| Mean | 1564.6476 |
| Median Absolute Deviation (MAD) | 800.04525 |
| Skewness | 2.3932705 |
| Sum | 14002031 |
| Variance | 4332992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 80 | 0.9% |
| 40.900749 | 1 | < 0.1% |
| 468.851415 | 1 | < 0.1% |
| 5058.299635 | 1 | < 0.1% |
| 296.905944 | 1 | < 0.1% |
| 1084.652647 | 1 | < 0.1% |
| 237.198442 | 1 | < 0.1% |
| 1636.518315 | 1 | < 0.1% |
| 1213.551338 | 1 | < 0.1% |
| 252.717781 | 1 | < 0.1% |
| Other values (8860) | 8860 |
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 0.000199 | 1 | < 0.1% |
| 0.001146 | 1 | < 0.1% |
| 0.001214 | 1 | < 0.1% |
| 0.001289 | 1 | < 0.1% |
| 0.004816 | 1 | < 0.1% |
| 0.006651 | 1 | < 0.1% |
| 0.009684 | 1 | < 0.1% |
| 0.01968 | 1 | < 0.1% |
| 0.021102 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18495.55855 | 1 | |
| 16304.88925 | 1 | |
| 16259.44857 | 1 | |
| 16115.5964 | 1 | |
| 15532.33972 | 1 | |
| 15258.2259 | 1 | |
| 15244.74865 | 1 | |
| 15155.53286 | 1 | |
| 14581.45914 | 1 |
balance_freq
Real number (ℝ)
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.87735013 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 80 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.272727 |
| Q1 | 0.888889 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.111111 |
Descriptive statistics
| Standard deviation | 0.2367981 |
|---|---|
| Coefficient of variation (CV) | 0.26990148 |
| Kurtosis | 3.0976066 |
| Mean | 0.87735013 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.0241932 |
| Sum | 7851.4063 |
| Variance | 0.05607334 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6211 | |
| 0.909091 | 410 | 4.6% |
| 0.818182 | 278 | 3.1% |
| 0.727273 | 223 | 2.5% |
| 0.545455 | 219 | 2.4% |
| 0.636364 | 209 | 2.3% |
| 0.454545 | 172 | 1.9% |
| 0.363636 | 170 | 1.9% |
| 0.272727 | 151 | 1.7% |
| 0.181818 | 146 | 1.6% |
| Other values (33) | 760 | 8.5% |
| Value | Count | Frequency (%) |
| 0 | 80 | |
| 0.090909 | 67 | |
| 0.1 | 8 | 0.1% |
| 0.111111 | 5 | 0.1% |
| 0.125 | 9 | 0.1% |
| 0.142857 | 7 | 0.1% |
| 0.166667 | 6 | 0.1% |
| 0.181818 | 146 | |
| 0.2 | 9 | 0.1% |
| 0.222222 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 6211 | |
| 0.909091 | 410 | 4.6% |
| 0.9 | 55 | 0.6% |
| 0.888889 | 53 | 0.6% |
| 0.875 | 57 | 0.6% |
| 0.857143 | 51 | 0.6% |
| 0.833333 | 60 | 0.7% |
| 0.818182 | 278 | 3.1% |
| 0.8 | 20 | 0.2% |
| 0.777778 | 22 | 0.2% |
purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 6203 |
|---|---|
| Distinct (%) | 69.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1003.3169 |
| Minimum | 0 |
|---|---|
| Maximum | 49039.57 |
| Zeros | 2043 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 39.8 |
| median | 361.49 |
| Q3 | 1110.17 |
| 95-th percentile | 3998.764 |
| Maximum | 49039.57 |
| Range | 49039.57 |
| Interquartile range (IQR) | 1070.37 |
Descriptive statistics
| Standard deviation | 2136.7278 |
|---|---|
| Coefficient of variation (CV) | 2.1296639 |
| Kurtosis | 111.37992 |
| Mean | 1003.3169 |
| Median Absolute Deviation (MAD) | 361.49 |
| Skewness | 8.1439693 |
| Sum | 8978683.3 |
| Variance | 4565605.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2043 | 22.8% |
| 45.65 | 27 | 0.3% |
| 60 | 16 | 0.2% |
| 150 | 16 | 0.2% |
| 300 | 13 | 0.1% |
| 200 | 13 | 0.1% |
| 100 | 13 | 0.1% |
| 450 | 12 | 0.1% |
| 50 | 10 | 0.1% |
| 600 | 10 | 0.1% |
| Other values (6193) | 6776 |
| Value | Count | Frequency (%) |
| 0 | 2043 | |
| 0.01 | 4 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 1 | 2 | < 0.1% |
| 1.4 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49039.57 | 1 | |
| 41050.4 | 1 | |
| 40040.71 | 1 | |
| 38902.71 | 1 | |
| 35131.16 | 1 | |
| 32539.78 | 1 | |
| 31299.35 | 1 | |
| 27957.68 | 1 | |
| 27790.42 | 1 | |
| 26784.62 | 1 |
one_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4014 |
|---|---|
| Distinct (%) | 44.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 592.50357 |
| Minimum | 0 |
|---|---|
| Maximum | 40761.25 |
| Zeros | 4301 |
| Zeros (%) | 48.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 38 |
| Q3 | 577.83 |
| 95-th percentile | 2671.528 |
| Maximum | 40761.25 |
| Range | 40761.25 |
| Interquartile range (IQR) | 577.83 |
Descriptive statistics
| Standard deviation | 1659.9689 |
|---|---|
| Coefficient of variation (CV) | 2.8016183 |
| Kurtosis | 164.17206 |
| Mean | 592.50357 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | 10.044622 |
| Sum | 5302314.5 |
| Variance | 2755496.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4301 | |
| 45.65 | 46 | 0.5% |
| 50 | 17 | 0.2% |
| 200 | 15 | 0.2% |
| 60 | 13 | 0.1% |
| 100 | 13 | 0.1% |
| 150 | 12 | 0.1% |
| 70 | 12 | 0.1% |
| 1000 | 12 | 0.1% |
| 250 | 11 | 0.1% |
| Other values (4004) | 4497 |
| Value | Count | Frequency (%) |
| 0 | 4301 | |
| 0.01 | 7 | 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 1 | 4 | < 0.1% |
| 1.4 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40761.25 | 1 | |
| 40624.06 | 1 | |
| 34087.73 | 1 | |
| 33803.84 | 1 | |
| 26547.43 | 1 | |
| 26514.32 | 1 | |
| 25122.77 | 1 | |
| 24543.52 | 1 | |
| 23032.97 | 1 | |
| 22257.39 | 1 |
install_purchases
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4452 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 411.11358 |
| Minimum | 0 |
|---|---|
| Maximum | 22500 |
| Zeros | 3915 |
| Zeros (%) | 43.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 89 |
| Q3 | 468.65 |
| 95-th percentile | 1750.42 |
| Maximum | 22500 |
| Range | 22500 |
| Interquartile range (IQR) | 468.65 |
Descriptive statistics
| Standard deviation | 904.37821 |
|---|---|
| Coefficient of variation (CV) | 2.1998257 |
| Kurtosis | 96.567168 |
| Mean | 411.11358 |
| Median Absolute Deviation (MAD) | 89 |
| Skewness | 7.2988232 |
| Sum | 3679055.4 |
| Variance | 817899.94 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3915 | |
| 300 | 14 | 0.2% |
| 200 | 14 | 0.2% |
| 100 | 14 | 0.2% |
| 150 | 12 | 0.1% |
| 125 | 11 | 0.1% |
| 75 | 9 | 0.1% |
| 350 | 8 | 0.1% |
| 450 | 8 | 0.1% |
| 500 | 8 | 0.1% |
| Other values (4442) | 4936 |
| Value | Count | Frequency (%) |
| 0 | 3915 | |
| 1.95 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 6.33 | 1 | < 0.1% |
| 7.26 | 1 | < 0.1% |
| 7.67 | 1 | < 0.1% |
| 9.28 | 1 | < 0.1% |
| 9.58 | 1 | < 0.1% |
| 9.65 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22500 | 1 | |
| 15497.19 | 1 | |
| 14686.1 | 1 | |
| 13184.43 | 1 | |
| 12738.47 | 1 | |
| 12560.85 | 1 | |
| 12541 | 1 | |
| 12375 | 1 | |
| 12235.05 | 1 | |
| 12128.94 | 1 |
cash_adv
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 4322 |
|---|---|
| Distinct (%) | 48.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 978.95962 |
| Minimum | 0 |
|---|---|
| Maximum | 47137.212 |
| Zeros | 4628 |
| Zeros (%) | 51.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1113.8687 |
| 95-th percentile | 4647.894 |
| Maximum | 47137.212 |
| Range | 47137.212 |
| Interquartile range (IQR) | 1113.8687 |
Descriptive statistics
| Standard deviation | 2097.2643 |
|---|---|
| Coefficient of variation (CV) | 2.14234 |
| Kurtosis | 52.894099 |
| Mean | 978.95962 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.1663234 |
| Sum | 8760709.6 |
| Variance | 4398517.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4628 | |
| 495.425832 | 1 | < 0.1% |
| 1486.243293 | 1 | < 0.1% |
| 855.232779 | 1 | < 0.1% |
| 3767.104707 | 1 | < 0.1% |
| 291.608512 | 1 | < 0.1% |
| 38.690552 | 1 | < 0.1% |
| 521.664369 | 1 | < 0.1% |
| 1974.202963 | 1 | < 0.1% |
| 2462.100789 | 1 | < 0.1% |
| Other values (4312) | 4312 |
| Value | Count | Frequency (%) |
| 0 | 4628 | |
| 14.222216 | 1 | < 0.1% |
| 18.042768 | 1 | < 0.1% |
| 18.117967 | 1 | < 0.1% |
| 18.123413 | 1 | < 0.1% |
| 18.126683 | 1 | < 0.1% |
| 18.149946 | 1 | < 0.1% |
| 18.204577 | 1 | < 0.1% |
| 18.240626 | 1 | < 0.1% |
| 18.280043 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47137.21176 | 1 | |
| 29282.10915 | 1 | |
| 27296.48576 | 1 | |
| 26268.69989 | 1 | |
| 26194.04954 | 1 | |
| 23130.82106 | 1 | |
| 22665.7785 | 1 | |
| 21943.84942 | 1 | |
| 20712.67008 | 1 | |
| 20277.33112 | 1 |
purchases_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49040534 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2042 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.083333 |
| median | 0.5 |
| Q3 | 0.916667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.833334 |
Descriptive statistics
| Standard deviation | 0.4013597 |
|---|---|
| Coefficient of variation (CV) | 0.8184244 |
| Kurtosis | -1.6386107 |
| Mean | 0.49040534 |
| Median Absolute Deviation (MAD) | 0.416667 |
| Skewness | 0.059970118 |
| Sum | 4388.6374 |
| Variance | 0.16108961 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2178 | |
| 0 | 2042 | |
| 0.083333 | 677 | 7.6% |
| 0.916667 | 396 | 4.4% |
| 0.5 | 395 | 4.4% |
| 0.166667 | 392 | 4.4% |
| 0.833333 | 373 | 4.2% |
| 0.333333 | 367 | 4.1% |
| 0.25 | 345 | 3.9% |
| 0.583333 | 316 | 3.5% |
| Other values (37) | 1468 |
| Value | Count | Frequency (%) |
| 0 | 2042 | |
| 0.083333 | 677 | 7.6% |
| 0.090909 | 43 | 0.5% |
| 0.1 | 27 | 0.3% |
| 0.111111 | 18 | 0.2% |
| 0.125 | 32 | 0.4% |
| 0.142857 | 26 | 0.3% |
| 0.166667 | 392 | 4.4% |
| 0.181818 | 16 | 0.2% |
| 0.2 | 19 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 2178 | |
| 0.916667 | 396 | 4.4% |
| 0.909091 | 28 | 0.3% |
| 0.9 | 24 | 0.3% |
| 0.888889 | 18 | 0.2% |
| 0.875 | 26 | 0.3% |
| 0.857143 | 25 | 0.3% |
| 0.833333 | 373 | 4.2% |
| 0.818182 | 21 | 0.2% |
| 0.8 | 9 | 0.1% |
one_purchases_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20248031 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4301 |
| Zeros (%) | 48.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.083333 |
| Q3 | 0.3 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.29834506 |
|---|---|
| Coefficient of variation (CV) | 1.4734522 |
| Kurtosis | 1.1613194 |
| Mean | 0.20248031 |
| Median Absolute Deviation (MAD) | 0.083333 |
| Skewness | 1.535453 |
| Sum | 1811.9963 |
| Variance | 0.089009773 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4301 | |
| 0.083333 | 1104 | 12.3% |
| 0.166667 | 592 | 6.6% |
| 1 | 481 | 5.4% |
| 0.25 | 418 | 4.7% |
| 0.333333 | 355 | 4.0% |
| 0.416667 | 244 | 2.7% |
| 0.5 | 235 | 2.6% |
| 0.583333 | 197 | 2.2% |
| 0.666667 | 167 | 1.9% |
| Other values (37) | 855 | 9.6% |
| Value | Count | Frequency (%) |
| 0 | 4301 | |
| 0.083333 | 1104 | 12.3% |
| 0.090909 | 56 | 0.6% |
| 0.1 | 39 | 0.4% |
| 0.111111 | 26 | 0.3% |
| 0.125 | 41 | 0.5% |
| 0.142857 | 37 | 0.4% |
| 0.166667 | 592 | 6.6% |
| 0.181818 | 34 | 0.4% |
| 0.2 | 27 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 481 | |
| 0.916667 | 151 | 1.7% |
| 0.909091 | 4 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.888889 | 2 | < 0.1% |
| 0.875 | 6 | 0.1% |
| 0.857143 | 1 | < 0.1% |
| 0.833333 | 120 | 1.3% |
| 0.818182 | 10 | 0.1% |
| 0.8 | 4 | < 0.1% |
purchases_install_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36447807 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3914 |
| Zeros (%) | 43.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.166667 |
| Q3 | 0.75 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.75 |
Descriptive statistics
| Standard deviation | 0.39745131 |
|---|---|
| Coefficient of variation (CV) | 1.090467 |
| Kurtosis | -1.3987979 |
| Mean | 0.36447807 |
| Median Absolute Deviation (MAD) | 0.166667 |
| Skewness | 0.50902322 |
| Sum | 3261.7142 |
| Variance | 0.15796755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3914 | |
| 1 | 1331 | 14.9% |
| 0.416667 | 388 | 4.3% |
| 0.916667 | 345 | 3.9% |
| 0.833333 | 311 | 3.5% |
| 0.5 | 310 | 3.5% |
| 0.166667 | 305 | 3.4% |
| 0.666667 | 292 | 3.3% |
| 0.75 | 291 | 3.3% |
| 0.083333 | 275 | 3.1% |
| Other values (37) | 1187 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 3914 | |
| 0.083333 | 275 | 3.1% |
| 0.090909 | 12 | 0.1% |
| 0.1 | 6 | 0.1% |
| 0.111111 | 9 | 0.1% |
| 0.125 | 5 | 0.1% |
| 0.142857 | 6 | 0.1% |
| 0.166667 | 305 | 3.4% |
| 0.181818 | 14 | 0.2% |
| 0.2 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1331 | |
| 0.916667 | 345 | 3.9% |
| 0.909091 | 25 | 0.3% |
| 0.9 | 19 | 0.2% |
| 0.888889 | 28 | 0.3% |
| 0.875 | 28 | 0.3% |
| 0.857143 | 30 | 0.3% |
| 0.833333 | 311 | 3.5% |
| 0.818182 | 21 | 0.2% |
| 0.8 | 18 | 0.2% |
cash_adv_freq
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13514068 |
| Minimum | 0 |
|---|---|
| Maximum | 1.5 |
| Zeros | 4628 |
| Zeros (%) | 51.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.222222 |
| 95-th percentile | 0.583333 |
| Maximum | 1.5 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.222222 |
Descriptive statistics
| Standard deviation | 0.20013229 |
|---|---|
| Coefficient of variation (CV) | 1.4809182 |
| Kurtosis | 3.3341906 |
| Mean | 0.13514068 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8286441 |
| Sum | 1209.3739 |
| Variance | 0.040052935 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4628 | |
| 0.083333 | 1021 | 11.4% |
| 0.166667 | 758 | 8.5% |
| 0.25 | 578 | 6.5% |
| 0.333333 | 439 | 4.9% |
| 0.416667 | 273 | 3.1% |
| 0.5 | 215 | 2.4% |
| 0.583333 | 142 | 1.6% |
| 0.666667 | 125 | 1.4% |
| 0.090909 | 70 | 0.8% |
| Other values (44) | 700 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 4628 | |
| 0.083333 | 1021 | 11.4% |
| 0.090909 | 70 | 0.8% |
| 0.1 | 39 | 0.4% |
| 0.111111 | 29 | 0.3% |
| 0.125 | 47 | 0.5% |
| 0.142857 | 49 | 0.5% |
| 0.166667 | 758 | 8.5% |
| 0.181818 | 42 | 0.5% |
| 0.2 | 21 | 0.2% |
| Value | Count | Frequency (%) |
| 1.5 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.166667 | 2 | < 0.1% |
| 1.142857 | 1 | < 0.1% |
| 1.125 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.090909 | 1 | < 0.1% |
| 1 | 25 | |
| 0.916667 | 27 | |
| 0.909091 | 3 | < 0.1% |
cash_adv_trx
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2490781 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 4628 |
| Zeros (%) | 51.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 15 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 6.8249867 |
|---|---|
| Coefficient of variation (CV) | 2.1005918 |
| Kurtosis | 61.640368 |
| Mean | 3.2490781 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.7209763 |
| Sum | 29076 |
| Variance | 46.580443 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4628 | |
| 1 | 886 | 9.9% |
| 2 | 620 | 6.9% |
| 3 | 436 | 4.9% |
| 4 | 384 | 4.3% |
| 5 | 308 | 3.4% |
| 6 | 246 | 2.7% |
| 7 | 205 | 2.3% |
| 8 | 171 | 1.9% |
| 10 | 150 | 1.7% |
| Other values (55) | 915 | 10.2% |
| Value | Count | Frequency (%) |
| 0 | 4628 | |
| 1 | 886 | 9.9% |
| 2 | 620 | 6.9% |
| 3 | 436 | 4.9% |
| 4 | 384 | 4.3% |
| 5 | 308 | 3.4% |
| 6 | 246 | 2.7% |
| 7 | 205 | 2.3% |
| 8 | 171 | 1.9% |
| 9 | 111 | 1.2% |
| Value | Count | Frequency (%) |
| 123 | 3 | |
| 110 | 1 | < 0.1% |
| 107 | 1 | < 0.1% |
| 93 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 71 | 1 | < 0.1% |
| 69 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 62 | 3 | |
| 61 | 1 | < 0.1% |
purchases_trx
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 173 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.711476 |
| Minimum | 0 |
|---|---|
| Maximum | 358 |
| Zeros | 2043 |
| Zeros (%) | 22.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 7 |
| Q3 | 17 |
| 95-th percentile | 57 |
| Maximum | 358 |
| Range | 358 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 24.858552 |
|---|---|
| Coefficient of variation (CV) | 1.6897388 |
| Kurtosis | 34.790599 |
| Mean | 14.711476 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.6304932 |
| Sum | 131653 |
| Variance | 617.94759 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2043 | |
| 1 | 667 | 7.5% |
| 12 | 570 | 6.4% |
| 2 | 379 | 4.2% |
| 6 | 352 | 3.9% |
| 3 | 314 | 3.5% |
| 4 | 285 | 3.2% |
| 7 | 275 | 3.1% |
| 5 | 267 | 3.0% |
| 8 | 267 | 3.0% |
| Other values (163) | 3530 |
| Value | Count | Frequency (%) |
| 0 | 2043 | |
| 1 | 667 | 7.5% |
| 2 | 379 | 4.2% |
| 3 | 314 | 3.5% |
| 4 | 285 | 3.2% |
| 5 | 267 | 3.0% |
| 6 | 352 | 3.9% |
| 7 | 275 | 3.1% |
| 8 | 267 | 3.0% |
| 9 | 248 | 2.8% |
| Value | Count | Frequency (%) |
| 358 | 1 | |
| 347 | 1 | |
| 344 | 1 | |
| 309 | 1 | |
| 308 | 1 | |
| 298 | 1 | |
| 274 | 1 | |
| 273 | 1 | |
| 254 | 1 | |
| 248 | 2 |
credit_limit
Real number (ℝ)
| Distinct | 205 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4494.4495 |
| Minimum | 50 |
|---|---|
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1600 |
| median | 3000 |
| Q3 | 6500 |
| 95-th percentile | 12000 |
| Maximum | 30000 |
| Range | 29950 |
| Interquartile range (IQR) | 4900 |
Descriptive statistics
| Standard deviation | 3638.8157 |
|---|---|
| Coefficient of variation (CV) | 0.80962435 |
| Kurtosis | 2.8366559 |
| Mean | 4494.4495 |
| Median Absolute Deviation (MAD) | 1800 |
| Skewness | 1.522464 |
| Sum | 40220828 |
| Variance | 13240980 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3000 | 784 | 8.8% |
| 1500 | 722 | 8.1% |
| 1200 | 621 | 6.9% |
| 1000 | 614 | 6.9% |
| 2500 | 612 | 6.8% |
| 4000 | 506 | 5.7% |
| 6000 | 463 | 5.2% |
| 5000 | 389 | 4.3% |
| 2000 | 371 | 4.1% |
| 7500 | 277 | 3.1% |
| Other values (195) | 3590 |
| Value | Count | Frequency (%) |
| 50 | 1 | < 0.1% |
| 150 | 5 | 0.1% |
| 200 | 3 | < 0.1% |
| 300 | 14 | 0.2% |
| 400 | 3 | < 0.1% |
| 450 | 6 | 0.1% |
| 500 | 121 | |
| 600 | 21 | 0.2% |
| 650 | 1 | < 0.1% |
| 700 | 20 | 0.2% |
| Value | Count | Frequency (%) |
| 30000 | 2 | < 0.1% |
| 28000 | 1 | < 0.1% |
| 25000 | 1 | < 0.1% |
| 23000 | 2 | < 0.1% |
| 22500 | 1 | < 0.1% |
| 22000 | 1 | < 0.1% |
| 21500 | 2 | < 0.1% |
| 21000 | 2 | < 0.1% |
| 20500 | 1 | < 0.1% |
| 20000 | 10 |
payments
Real number (ℝ)
| Distinct | 8710 |
|---|---|
| Distinct (%) | 97.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1733.3365 |
| Minimum | 0 |
|---|---|
| Maximum | 50721.483 |
| Zeros | 240 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 90.11142 |
| Q1 | 383.28285 |
| median | 857.06271 |
| Q3 | 1901.2793 |
| 95-th percentile | 6082.2391 |
| Maximum | 50721.483 |
| Range | 50721.483 |
| Interquartile range (IQR) | 1517.9965 |
Descriptive statistics
| Standard deviation | 2895.1681 |
|---|---|
| Coefficient of variation (CV) | 1.6702863 |
| Kurtosis | 54.767277 |
| Mean | 1733.3365 |
| Median Absolute Deviation (MAD) | 581.37563 |
| Skewness | 5.907465 |
| Sum | 15511628 |
| Variance | 8381998.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 240 | 2.7% |
| 201.802084 | 1 | < 0.1% |
| 1825.349955 | 1 | < 0.1% |
| 2571.573214 | 1 | < 0.1% |
| 1903.279643 | 1 | < 0.1% |
| 454.888506 | 1 | < 0.1% |
| 956.028747 | 1 | < 0.1% |
| 4560.77572 | 1 | < 0.1% |
| 398.316441 | 1 | < 0.1% |
| 2617.887354 | 1 | < 0.1% |
| Other values (8700) | 8700 |
| Value | Count | Frequency (%) |
| 0 | 240 | |
| 0.049513 | 1 | < 0.1% |
| 0.056466 | 1 | < 0.1% |
| 2.389583 | 1 | < 0.1% |
| 3.500505 | 1 | < 0.1% |
| 4.523555 | 1 | < 0.1% |
| 4.841543 | 1 | < 0.1% |
| 5.070726 | 1 | < 0.1% |
| 9.533313 | 1 | < 0.1% |
| 12.773144 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 50721.48336 | 1 | |
| 46930.59824 | 1 | |
| 40627.59524 | 1 | |
| 39461.9658 | 1 | |
| 39048.59762 | 1 | |
| 36066.75068 | 1 | |
| 35843.62593 | 1 | |
| 34107.07499 | 1 | |
| 33994.72785 | 1 | |
| 33486.31044 | 1 |
min_pay
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 8636 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 834.07503 |
| Minimum | 0 |
|---|---|
| Maximum | 76406.208 |
| Zeros | 313 |
| Zeros (%) | 3.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29.908619 |
| Q1 | 163.02948 |
| median | 289.6869 |
| Q3 | 788.72161 |
| 95-th percentile | 2719.8615 |
| Maximum | 76406.208 |
| Range | 76406.208 |
| Interquartile range (IQR) | 625.69213 |
Descriptive statistics
| Standard deviation | 2336.1044 |
|---|---|
| Coefficient of variation (CV) | 2.8008324 |
| Kurtosis | 292.33071 |
| Mean | 834.07503 |
| Median Absolute Deviation (MAD) | 188.7739 |
| Skewness | 13.807831 |
| Sum | 7464137.5 |
| Variance | 5457383.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 313 | 3.5% |
| 299.351881 | 2 | < 0.1% |
| 150.317143 | 1 | < 0.1% |
| 271.528169 | 1 | < 0.1% |
| 6404.855484 | 1 | < 0.1% |
| 616.862544 | 1 | < 0.1% |
| 211.984193 | 1 | < 0.1% |
| 324.954747 | 1 | < 0.1% |
| 1600.26917 | 1 | < 0.1% |
| 277.546713 | 1 | < 0.1% |
| Other values (8626) | 8626 |
| Value | Count | Frequency (%) |
| 0 | 313 | |
| 0.019163 | 1 | < 0.1% |
| 0.037744 | 1 | < 0.1% |
| 0.05588 | 1 | < 0.1% |
| 0.059481 | 1 | < 0.1% |
| 0.117036 | 1 | < 0.1% |
| 0.261984 | 1 | < 0.1% |
| 0.311953 | 1 | < 0.1% |
| 0.319475 | 1 | < 0.1% |
| 1.113027 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 76406.20752 | 1 | |
| 61031.6186 | 1 | |
| 56370.04117 | 1 | |
| 50260.75947 | 1 | |
| 43132.72823 | 1 | |
| 42629.55117 | 1 | |
| 38512.12477 | 1 | |
| 31871.36379 | 1 | |
| 30528.4324 | 1 | |
| 29019.80288 | 1 |
prc_full_pay
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.15373183 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 5902 |
| Zeros (%) | 66.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.142857 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.142857 |
Descriptive statistics
| Standard deviation | 0.29251103 |
|---|---|
| Coefficient of variation (CV) | 1.9027357 |
| Kurtosis | 2.4316588 |
| Mean | 0.15373183 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.9426414 |
| Sum | 1375.7461 |
| Variance | 0.0855627 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5902 | |
| 1 | 488 | 5.5% |
| 0.083333 | 426 | 4.8% |
| 0.166667 | 166 | 1.9% |
| 0.5 | 156 | 1.7% |
| 0.25 | 156 | 1.7% |
| 0.090909 | 153 | 1.7% |
| 0.333333 | 134 | 1.5% |
| 0.1 | 94 | 1.1% |
| 0.2 | 83 | 0.9% |
| Other values (37) | 1191 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 5902 | |
| 0.083333 | 426 | 4.8% |
| 0.090909 | 153 | 1.7% |
| 0.1 | 94 | 1.1% |
| 0.111111 | 61 | 0.7% |
| 0.125 | 52 | 0.6% |
| 0.142857 | 54 | 0.6% |
| 0.166667 | 166 | 1.9% |
| 0.181818 | 75 | 0.8% |
| 0.2 | 83 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 488 | |
| 0.916667 | 77 | 0.9% |
| 0.909091 | 19 | 0.2% |
| 0.9 | 16 | 0.2% |
| 0.888889 | 12 | 0.1% |
| 0.875 | 18 | 0.2% |
| 0.857143 | 12 | 0.1% |
| 0.833333 | 63 | 0.7% |
| 0.818182 | 17 | 0.2% |
| 0.8 | 33 | 0.4% |
tenure
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.517935 |
| Minimum | 6 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| median | 12 |
| Q3 | 12 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.3371339 |
|---|---|
| Coefficient of variation (CV) | 0.11609146 |
| Kurtosis | 7.7073852 |
| Mean | 11.517935 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.9447877 |
| Sum | 103074 |
| Variance | 1.7879271 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 7584 | |
| 11 | 365 | 4.1% |
| 10 | 236 | 2.6% |
| 6 | 203 | 2.3% |
| 8 | 196 | 2.2% |
| 7 | 190 | 2.1% |
| 9 | 175 | 2.0% |
| Value | Count | Frequency (%) |
| 6 | 203 | 2.3% |
| 7 | 190 | 2.1% |
| 8 | 196 | 2.2% |
| 9 | 175 | 2.0% |
| 10 | 236 | 2.6% |
| 11 | 365 | 4.1% |
| 12 | 7584 |
| Value | Count | Frequency (%) |
| 12 | 7584 | |
| 11 | 365 | 4.1% |
| 10 | 236 | 2.6% |
| 9 | 175 | 2.0% |
| 8 | 196 | 2.2% |
| 7 | 190 | 2.1% |
| 6 | 203 | 2.3% |
one_payment
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 139.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8949 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4648 | |
| 0 | 4301 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4648 | |
| 0 | 4301 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4648 | |
| 0 | 4301 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8949 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4648 | |
| 0 | 4301 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8949 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4648 | |
| 0 | 4301 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8949 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4648 | |
| 0 | 4301 |
gross_revenue
Real number (ℝ)
| Distinct | 8879 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1594.0164 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 71 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 139.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.019868 |
| Q1 | 131.54818 |
| median | 896.71136 |
| Q3 | 2097.0295 |
| 95-th percentile | 5979.8678 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 1965.4814 |
Descriptive statistics
| Standard deviation | 2113.5397 |
|---|---|
| Coefficient of variation (CV) | 1.3259209 |
| Kurtosis | 7.5034663 |
| Mean | 1594.0164 |
| Median Absolute Deviation (MAD) | 818.62093 |
| Skewness | 2.3756077 |
| Sum | 14264853 |
| Variance | 4467049.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 71 | 0.8% |
| 40.900749 | 1 | < 0.1% |
| 1215.04375 | 1 | < 0.1% |
| 1253.188317 | 1 | < 0.1% |
| 5207.364173 | 1 | < 0.1% |
| 323.1652653 | 1 | < 0.1% |
| 1085.776476 | 1 | < 0.1% |
| 237.198442 | 1 | < 0.1% |
| 1692.607704 | 1 | < 0.1% |
| 473.2675737 | 1 | < 0.1% |
| Other values (8869) | 8869 |
| Value | Count | Frequency (%) |
| 0 | 71 | |
| 0.000199 | 1 | < 0.1% |
| 0.001289 | 1 | < 0.1% |
| 0.004816 | 1 | < 0.1% |
| 0.009684 | 1 | < 0.1% |
| 0.01968 | 1 | < 0.1% |
| 0.064811 | 1 | < 0.1% |
| 0.065402 | 1 | < 0.1% |
| 0.147275 | 1 | < 0.1% |
| 0.187069 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18495.55855 | 1 | |
| 16527.61208 | 1 | |
| 16269.30952 | 1 | |
| 16246.21647 | 1 | |
| 15627.83085 | 1 | |
| 15381.25265 | 1 | |
| 15323.38013 | 1 | |
| 15297.08111 | 1 | |
| 15261.4325 | 1 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | gross_revenue | one_payment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| id | 1.000 | -0.244 | -0.129 | -0.119 | -0.189 | -0.019 | -0.050 | -0.025 | -0.183 | 0.023 | -0.024 | -0.024 | -0.080 | -0.378 | -0.224 | -0.188 | 0.058 | -0.174 | -0.244 | 0.170 |
| balance | -0.244 | 1.000 | 0.545 | 0.006 | 0.146 | -0.090 | 0.566 | -0.145 | 0.120 | -0.144 | 0.544 | 0.549 | -0.047 | 0.372 | 0.432 | 0.882 | -0.485 | 0.065 | 0.999 | 0.030 |
| balance_freq | -0.129 | 0.545 | 1.000 | 0.148 | 0.135 | 0.127 | 0.137 | 0.202 | 0.159 | 0.152 | 0.177 | 0.176 | 0.202 | 0.106 | 0.207 | 0.528 | -0.174 | 0.228 | 0.538 | 0.110 |
| purchases | -0.119 | 0.006 | 0.148 | 1.000 | 0.751 | 0.706 | -0.385 | 0.795 | 0.693 | 0.606 | -0.391 | -0.384 | 0.885 | 0.261 | 0.395 | 0.015 | 0.238 | 0.132 | -0.003 | 0.167 |
| one_purchases | -0.189 | 0.146 | 0.135 | 0.751 | 1.000 | 0.200 | -0.185 | 0.424 | 0.952 | 0.117 | -0.179 | -0.175 | 0.590 | 0.305 | 0.363 | 0.083 | 0.048 | 0.096 | 0.140 | 0.143 |
| install_purchases | -0.019 | -0.090 | 0.127 | 0.706 | 0.200 | 1.000 | -0.357 | 0.786 | 0.185 | 0.923 | -0.366 | -0.357 | 0.784 | 0.123 | 0.238 | -0.028 | 0.276 | 0.125 | -0.098 | 0.099 |
| cash_adv | -0.050 | 0.566 | 0.137 | -0.385 | -0.185 | -0.357 | 1.000 | -0.454 | -0.189 | -0.378 | 0.941 | 0.952 | -0.408 | 0.163 | 0.257 | 0.464 | -0.266 | -0.113 | 0.583 | 0.033 |
| purchases_freq | -0.025 | -0.145 | 0.202 | 0.795 | 0.424 | 0.786 | -0.454 | 1.000 | 0.463 | 0.852 | -0.453 | -0.447 | 0.924 | 0.104 | 0.172 | -0.078 | 0.292 | 0.098 | -0.155 | 0.389 |
| one_purchases_freq | -0.183 | 0.120 | 0.159 | 0.693 | 0.952 | 0.185 | -0.189 | 0.463 | 1.000 | 0.112 | -0.176 | -0.174 | 0.606 | 0.282 | 0.320 | 0.067 | 0.061 | 0.084 | 0.114 | 0.761 |
| purchases_install_freq | 0.023 | -0.144 | 0.152 | 0.606 | 0.117 | 0.923 | -0.378 | 0.852 | 0.112 | 1.000 | -0.382 | -0.374 | 0.781 | 0.047 | 0.121 | -0.064 | 0.259 | 0.114 | -0.152 | 0.085 |
| cash_adv_freq | -0.024 | 0.544 | 0.177 | -0.391 | -0.179 | -0.366 | 0.941 | -0.453 | -0.176 | -0.382 | 1.000 | 0.983 | -0.407 | 0.088 | 0.203 | 0.446 | -0.287 | -0.131 | 0.558 | 0.123 |
| cash_adv_trx | -0.024 | 0.549 | 0.176 | -0.384 | -0.175 | -0.357 | 0.952 | -0.447 | -0.174 | -0.374 | 0.983 | 1.000 | -0.399 | 0.097 | 0.215 | 0.459 | -0.281 | -0.099 | 0.564 | 0.000 |
| purchases_trx | -0.080 | -0.047 | 0.202 | 0.885 | 0.590 | 0.784 | -0.408 | 0.924 | 0.606 | 0.781 | -0.407 | -0.399 | 1.000 | 0.190 | 0.284 | 0.000 | 0.253 | 0.169 | -0.056 | 0.266 |
| credit_limit | -0.378 | 0.372 | 0.106 | 0.261 | 0.305 | 0.123 | 0.163 | 0.104 | 0.282 | 0.047 | 0.088 | 0.097 | 0.190 | 1.000 | 0.449 | 0.257 | 0.021 | 0.170 | 0.373 | 0.228 |
| payments | -0.224 | 0.432 | 0.207 | 0.395 | 0.363 | 0.238 | 0.257 | 0.172 | 0.320 | 0.121 | 0.203 | 0.215 | 0.284 | 0.449 | 1.000 | 0.421 | 0.187 | 0.205 | 0.436 | 0.082 |
| min_pay | -0.188 | 0.882 | 0.528 | 0.015 | 0.083 | -0.028 | 0.464 | -0.078 | 0.067 | -0.064 | 0.446 | 0.459 | 0.000 | 0.257 | 0.421 | 1.000 | -0.407 | 0.142 | 0.880 | 0.033 |
| prc_full_pay | 0.058 | -0.485 | -0.174 | 0.238 | 0.048 | 0.276 | -0.266 | 0.292 | 0.061 | 0.259 | -0.287 | -0.281 | 0.253 | 0.021 | 0.187 | -0.407 | 1.000 | 0.020 | -0.483 | 0.020 |
| tenure | -0.174 | 0.065 | 0.228 | 0.132 | 0.096 | 0.125 | -0.113 | 0.098 | 0.084 | 0.114 | -0.131 | -0.099 | 0.169 | 0.170 | 0.205 | 0.142 | 0.020 | 1.000 | 0.062 | 0.087 |
| gross_revenue | -0.244 | 0.999 | 0.538 | -0.003 | 0.140 | -0.098 | 0.583 | -0.155 | 0.114 | -0.152 | 0.558 | 0.564 | -0.056 | 0.373 | 0.436 | 0.880 | -0.483 | 0.062 | 1.000 | 0.025 |
| one_payment | 0.170 | 0.030 | 0.110 | 0.167 | 0.143 | 0.099 | 0.033 | 0.389 | 0.761 | 0.085 | 0.123 | 0.000 | 0.266 | 0.228 | 0.082 | 0.033 | 0.020 | 0.087 | 0.025 | 1.000 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | one_payment | gross_revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10001 | 40.900749 | 0.818182 | 95.40 | 0.00 | 95.40 | 0.000000 | 0.166667 | 0.000000 | 0.083333 | 0.000000 | 0 | 2 | 1000.0 | 201.802084 | 139.509787 | 0.000000 | 12 | 0 | 40.900749 |
| 1 | 10002 | 3202.467416 | 0.909091 | 0.00 | 0.00 | 0.00 | 6442.945483 | 0.000000 | 0.000000 | 0.000000 | 0.250000 | 4 | 0 | 7000.0 | 4103.032597 | 1072.340217 | 0.222222 | 12 | 0 | 3395.755780 |
| 2 | 10003 | 2495.148862 | 1.000000 | 773.17 | 773.17 | 0.00 | 0.000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0 | 12 | 7500.0 | 622.066742 | 627.284787 | 0.000000 | 12 | 1 | 2495.148862 |
| 3 | 10004 | 1666.670542 | 0.636364 | 1499.00 | 1499.00 | 0.00 | 205.788017 | 0.083333 | 0.083333 | 0.000000 | 0.083333 | 1 | 1 | 7500.0 | 0.000000 | 0.000000 | 0.000000 | 12 | 1 | 1672.844183 |
| 4 | 10005 | 817.714335 | 1.000000 | 16.00 | 16.00 | 0.00 | 0.000000 | 0.083333 | 0.083333 | 0.000000 | 0.000000 | 0 | 1 | 1200.0 | 678.334763 | 244.791237 | 0.000000 | 12 | 1 | 817.714335 |
| 5 | 10006 | 1809.828751 | 1.000000 | 1333.28 | 0.00 | 1333.28 | 0.000000 | 0.666667 | 0.000000 | 0.583333 | 0.000000 | 0 | 8 | 1800.0 | 1400.057770 | 2407.246035 | 0.000000 | 12 | 0 | 1809.828751 |
| 6 | 10007 | 627.260806 | 1.000000 | 7091.01 | 6402.63 | 688.38 | 0.000000 | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0 | 64 | 13500.0 | 6354.314328 | 198.065894 | 1.000000 | 12 | 1 | 627.260806 |
| 7 | 10008 | 1823.652743 | 1.000000 | 436.20 | 0.00 | 436.20 | 0.000000 | 1.000000 | 0.000000 | 1.000000 | 0.000000 | 0 | 12 | 2300.0 | 679.065082 | 532.033990 | 0.000000 | 12 | 0 | 1823.652743 |
| 8 | 10009 | 1014.926473 | 1.000000 | 861.49 | 661.49 | 200.00 | 0.000000 | 0.333333 | 0.083333 | 0.250000 | 0.000000 | 0 | 5 | 7000.0 | 688.278568 | 311.963409 | 0.000000 | 12 | 1 | 1014.926473 |
| 9 | 10010 | 152.225975 | 0.545455 | 1281.60 | 1281.60 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.000000 | 0 | 3 | 11000.0 | 1164.770591 | 100.302262 | 0.000000 | 12 | 1 | 152.225975 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_trx | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | one_payment | gross_revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8940 | 19181 | 130.838554 | 1.000000 | 591.24 | 0.00 | 591.24 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 475.523262 | 82.771320 | 1.00 | 6 | 0 | 130.838554 |
| 8941 | 19182 | 5967.475270 | 0.833333 | 214.55 | 0.00 | 214.55 | 8555.409326 | 0.833333 | 0.000000 | 0.666667 | 0.666667 | 13 | 5 | 9000.0 | 966.202912 | 861.949906 | 0.00 | 6 | 0 | 6224.137550 |
| 8942 | 19183 | 40.829749 | 1.000000 | 113.28 | 0.00 | 113.28 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 94.488828 | 86.283101 | 0.25 | 6 | 0 | 40.829749 |
| 8943 | 19184 | 5.871712 | 0.500000 | 20.90 | 20.90 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.000000 | 0 | 1 | 500.0 | 58.644883 | 43.473717 | 0.00 | 6 | 1 | 5.871712 |
| 8944 | 19185 | 193.571722 | 0.833333 | 1012.73 | 1012.73 | 0.00 | 0.000000 | 0.333333 | 0.333333 | 0.000000 | 0.000000 | 0 | 2 | 4000.0 | 0.000000 | 0.000000 | 0.00 | 6 | 1 | 193.571722 |
| 8945 | 19186 | 28.493517 | 1.000000 | 291.12 | 0.00 | 291.12 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 325.594462 | 48.886365 | 0.50 | 6 | 0 | 28.493517 |
| 8946 | 19187 | 19.183215 | 1.000000 | 300.00 | 0.00 | 300.00 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 275.861322 | 0.000000 | 0.00 | 6 | 0 | 19.183215 |
| 8947 | 19188 | 23.398673 | 0.833333 | 144.40 | 0.00 | 144.40 | 0.000000 | 0.833333 | 0.000000 | 0.666667 | 0.000000 | 0 | 5 | 1000.0 | 81.270775 | 82.418369 | 0.25 | 6 | 0 | 23.398673 |
| 8948 | 19189 | 13.457564 | 0.833333 | 0.00 | 0.00 | 0.00 | 36.558778 | 0.000000 | 0.000000 | 0.000000 | 0.166667 | 2 | 0 | 500.0 | 52.549959 | 55.755628 | 0.25 | 6 | 0 | 14.554327 |
| 8949 | 19190 | 372.708075 | 0.666667 | 1093.25 | 1093.25 | 0.00 | 127.040008 | 0.666667 | 0.666667 | 0.000000 | 0.333333 | 2 | 23 | 1200.0 | 63.165404 | 88.288956 | 0.00 | 6 | 1 | 376.519275 |